Credit Risk EDA Report

Brought to you by YData

Dataset statistics

Number of variables	11
Number of observations	150000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	357
Duplicate rows (%)	0.2%
Total size in memory	12.6 MiB
Average record size in memory	88.0 B

Variable types

Categorical	1
Numeric	10

Alerts

Dataset has 357 (0.2%) duplicate rows	Duplicates
`SeriousDlqin2yrs` is highly imbalanced (64.6%)	Imbalance
`RevolvingUtilization` is highly skewed (γ1 = 97.63157449)	Skewed
`Late30_59` is highly skewed (γ1 = 22.59710756)	Skewed
`DebtRatio` is highly skewed (γ1 = 95.15779287)	Skewed
`MonthlyIncome` is highly skewed (γ1 = 127.1216956)	Skewed
`Late90` is highly skewed (γ1 = 23.08734547)	Skewed
`Late60_89` is highly skewed (γ1 = 23.33174312)	Skewed
`RevolvingUtilization` has 10878 (7.3%) zeros	Zeros
`Late30_59` has 126018 (84.0%) zeros	Zeros
`DebtRatio` has 4113 (2.7%) zeros	Zeros
`MonthlyIncome` has 1634 (1.1%) zeros	Zeros
`OpenCreditLines` has 1888 (1.3%) zeros	Zeros
`Late90` has 141662 (94.4%) zeros	Zeros
`RealEstateLoans` has 56188 (37.5%) zeros	Zeros
`Late60_89` has 142396 (94.9%) zeros	Zeros
`Dependents` has 90826 (60.6%) zeros	Zeros

Reproduction

Analysis started	2025-05-30 20:02:51.125462
Analysis finished	2025-05-30 20:06:45.263932
Duration	3 minutes and 54.14 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

SeriousDlqin2yrs
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	139974
1	10026

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	150000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	139974	93.3%
1	10026	6.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	139974	93.3%
1	10026	6.7%

Most occurring characters

Value	Count	Frequency (%)
0	139974	93.3%
1	10026	6.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	150000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	139974	93.3%
1	10026	6.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	150000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	139974	93.3%
1	10026	6.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	150000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	139974	93.3%
1	10026	6.7%

RevolvingUtilization
Real number (ℝ)

Skewed Zeros

Distinct	125728
Distinct (%)	83.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.0484381

Minimum	0
Maximum	50708
Zeros	10878
Zeros (%)	7.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.029867442
median	0.15418074
Q3	0.55904625
95-th percentile	0.9999999
Maximum	50708
Range	50708
Interquartile range (IQR)	0.52917881

Descriptive statistics

Standard deviation	249.75537
Coefficient of variation (CV)	41.29254
Kurtosis	14544.713
Mean	6.0484381
Median Absolute Deviation (MAD)	0.14832535
Skewness	97.631574
Sum	907265.71
Variance	62377.745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10878	7.3%
0.9999999	10256	6.8%
1	17	< 0.1%
0.9500998	8	< 0.1%
0.007984032	6	< 0.1%
0.954091816	6	< 0.1%
0.71314741	6	< 0.1%
0.796407186	5	< 0.1%
0.988023952	5	< 0.1%
0.994011976	5	< 0.1%
Other values (125718)	128808	85.9%

Value	Count	Frequency (%)
0	10878	7.3%
8.37 × 10^-6	1	< 0.1%
9.93 × 10^-6	1	< 0.1%
1.25 × 10^-5	1	< 0.1%
1.43 × 10^-5	1	< 0.1%
1.49 × 10^-5	1	< 0.1%
1.51 × 10^-5	1	< 0.1%
1.6 × 10^-5	1	< 0.1%
1.64 × 10^-5	1	< 0.1%
1.87 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
50708	1	< 0.1%
29110	1	< 0.1%
22198	1	< 0.1%
22000	1	< 0.1%
20514	1	< 0.1%
18300	1	< 0.1%
17441	1	< 0.1%
13930	1	< 0.1%
13498	1	< 0.1%
13400	1	< 0.1%

Age
Real number (ℝ)

Distinct	86
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.295207

Minimum	0
Maximum	109
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	29
Q1	41
median	52
Q3	63
95-th percentile	78
Maximum	109
Range	109
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	14.771866
Coefficient of variation (CV)	0.28247074
Kurtosis	-0.49466883
Mean	52.295207
Median Absolute Deviation (MAD)	11
Skewness	0.18899455
Sum	7844281
Variance	218.20802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49	3837	2.6%
48	3806	2.5%
50	3753	2.5%
47	3719	2.5%
63	3719	2.5%
46	3714	2.5%
53	3648	2.4%
51	3627	2.4%
52	3609	2.4%
56	3589	2.4%
Other values (76)	112979	75.3%

Value	Count	Frequency (%)
0	1	< 0.1%
21	183	0.1%
22	434	0.3%
23	641	0.4%
24	816	0.5%
25	953	0.6%
26	1193	0.8%
27	1338	0.9%
28	1560	1.0%
29	1702	1.1%

Value	Count	Frequency (%)
109	2	< 0.1%
107	1	< 0.1%
105	1	< 0.1%
103	3	< 0.1%
102	3	< 0.1%
101	3	< 0.1%
99	9	< 0.1%
98	6	< 0.1%
97	17	< 0.1%
96	18	< 0.1%

Late30_59
Real number (ℝ)

Skewed Zeros

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.42103333

Minimum	0
Maximum	98
Zeros	126018
Zeros (%)	84.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	98
Range	98
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.1927813
Coefficient of variation (CV)	9.9583119
Kurtosis	522.37654
Mean	0.42103333
Median Absolute Deviation (MAD)	0
Skewness	22.597108
Sum	63155
Variance	17.579415
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	126018	84.0%
1	16033	10.7%
2	4598	3.1%
3	1754	1.2%
4	747	0.5%
5	342	0.2%
98	264	0.2%
6	140	0.1%
7	54	< 0.1%
8	25	< 0.1%
Other values (6)	25	< 0.1%

Value	Count	Frequency (%)
0	126018	84.0%
1	16033	10.7%
2	4598	3.1%
3	1754	1.2%
4	747	0.5%
5	342	0.2%
6	140	0.1%
7	54	< 0.1%
8	25	< 0.1%
9	12	< 0.1%

Value	Count	Frequency (%)
98	264	0.2%
96	5	< 0.1%
13	1	< 0.1%
12	2	< 0.1%
11	1	< 0.1%
10	4	< 0.1%
9	12	< 0.1%
8	25	< 0.1%
7	54	< 0.1%
6	140	0.1%

DebtRatio
Real number (ℝ)

Skewed Zeros

Distinct	114194
Distinct (%)	76.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	353.00508

Minimum	0
Maximum	329664
Zeros	4113
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.004329004
Q1	0.17507383
median	0.36650784
Q3	0.86825377
95-th percentile	2449
Maximum	329664
Range	329664
Interquartile range (IQR)	0.69317994

Descriptive statistics

Standard deviation	2037.8185
Coefficient of variation (CV)	5.772774
Kurtosis	13734.289
Mean	353.00508
Median Absolute Deviation (MAD)	0.2457228
Skewness	95.157793
Sum	52950761
Variance	4152704.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4113	2.7%
1	229	0.2%
4	174	0.1%
2	170	0.1%
3	162	0.1%
5	143	0.1%
9	125	0.1%
10	117	0.1%
7	115	0.1%
13	114	0.1%
Other values (114184)	144538	96.4%

Value	Count	Frequency (%)
0	4113	2.7%
2.6 × 10^-5	1	< 0.1%
3.69 × 10^-5	1	< 0.1%
3.93 × 10^-5	1	< 0.1%
6.62 × 10^-5	1	< 0.1%
7.5 × 10^-5	1	< 0.1%
8 × 10^-5	1	< 0.1%
8.57 × 10^-5	1	< 0.1%
9.09 × 10^-5	1	< 0.1%
9.15 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
329664	1	< 0.1%
326442	1	< 0.1%
307001	1	< 0.1%
220516	1	< 0.1%
168835	1	< 0.1%
110952	1	< 0.1%
106885	1	< 0.1%
101320	1	< 0.1%
61907	1	< 0.1%
61106.5	1	< 0.1%

MonthlyIncome
Real number (ℝ)

Skewed Zeros

Distinct	13594
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6418.4549

Minimum	0
Maximum	3008750
Zeros	1634
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	1500
Q1	3903
median	5400
Q3	7400
95-th percentile	13500
Maximum	3008750
Range	3008750
Interquartile range (IQR)	3497

Descriptive statistics

Standard deviation	12890.396
Coefficient of variation (CV)	2.0083331
Kurtosis	24261.789
Mean	6418.4549
Median Absolute Deviation (MAD)	1682
Skewness	127.1217
Sum	9.6276824 × 10⁸
Variance	1.661623 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5400	30062	20.0%
5000	2757	1.8%
4000	2106	1.4%
6000	1934	1.3%
3000	1758	1.2%
0	1634	1.1%
2500	1551	1.0%
10000	1466	1.0%
3500	1360	0.9%
4500	1226	0.8%
Other values (13584)	104146	69.4%

Value	Count	Frequency (%)
0	1634	1.1%
1	605	0.4%
2	6	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
7	1	< 0.1%
9	1	< 0.1%
10	2	< 0.1%
11	1	< 0.1%
15	1	< 0.1%

Value	Count	Frequency (%)
3008750	1	< 0.1%
1794060	1	< 0.1%
1560100	1	< 0.1%
1072500	1	< 0.1%
835040	1	< 0.1%
730483	1	< 0.1%
702500	1	< 0.1%
699530	1	< 0.1%
649587	1	< 0.1%
629000	1	< 0.1%

OpenCreditLines
Real number (ℝ)

Zeros

Distinct	58
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.45276

Minimum	0
Maximum	58
Zeros	1888
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	5
median	8
Q3	11
95-th percentile	18
Maximum	58
Range	58
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.145951
Coefficient of variation (CV)	0.60878944
Kurtosis	3.0910667
Mean	8.45276
Median Absolute Deviation (MAD)	3
Skewness	1.2153138
Sum	1267914
Variance	26.480812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	13614	9.1%
7	13245	8.8%
5	12931	8.6%
8	12562	8.4%
4	11609	7.7%
9	11355	7.6%
10	9624	6.4%
3	9058	6.0%
11	8321	5.5%
12	7005	4.7%
Other values (48)	40676	27.1%

Value	Count	Frequency (%)
0	1888	1.3%
1	4438	3.0%
2	6666	4.4%
3	9058	6.0%
4	11609	7.7%
5	12931	8.6%
6	13614	9.1%
7	13245	8.8%
8	12562	8.4%
9	11355	7.6%

Value	Count	Frequency (%)
58	1	< 0.1%
57	2	< 0.1%
56	2	< 0.1%
54	4	< 0.1%
53	1	< 0.1%
52	3	< 0.1%
51	2	< 0.1%
50	2	< 0.1%
49	4	< 0.1%
48	6	< 0.1%

Late90
Real number (ℝ)

Skewed Zeros

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26597333

Minimum	0
Maximum	98
Zeros	141662
Zeros (%)	94.4%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	98
Range	98
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.1693038
Coefficient of variation (CV)	15.675646
Kurtosis	537.73894
Mean	0.26597333
Median Absolute Deviation (MAD)	0
Skewness	23.087345
Sum	39896
Variance	17.383094
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	141662	94.4%
1	5243	3.5%
2	1555	1.0%
3	667	0.4%
4	291	0.2%
98	264	0.2%
5	131	0.1%
6	80	0.1%
7	38	< 0.1%
8	21	< 0.1%
Other values (9)	48	< 0.1%

Value	Count	Frequency (%)
0	141662	94.4%
1	5243	3.5%
2	1555	1.0%
3	667	0.4%
4	291	0.2%
5	131	0.1%
6	80	0.1%
7	38	< 0.1%
8	21	< 0.1%
9	19	< 0.1%

Value	Count	Frequency (%)
98	264	0.2%
96	5	< 0.1%
17	1	< 0.1%
15	2	< 0.1%
14	2	< 0.1%
13	4	< 0.1%
12	2	< 0.1%
11	5	< 0.1%
10	8	< 0.1%
9	19	< 0.1%

RealEstateLoans
Real number (ℝ)

Zeros

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.01824

Minimum	0
Maximum	54
Zeros	56188
Zeros (%)	37.5%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	54
Range	54
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.129771
Coefficient of variation (CV)	1.1095331
Kurtosis	60.476808
Mean	1.01824
Median Absolute Deviation (MAD)	1
Skewness	3.482484
Sum	152736
Variance	1.2763825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	56188	37.5%
1	52338	34.9%
2	31522	21.0%
3	6300	4.2%
4	2170	1.4%
5	689	0.5%
6	320	0.2%
7	171	0.1%
8	93	0.1%
9	78	0.1%
Other values (18)	131	0.1%

Value	Count	Frequency (%)
0	56188	37.5%
1	52338	34.9%
2	31522	21.0%
3	6300	4.2%
4	2170	1.4%
5	689	0.5%
6	320	0.2%
7	171	0.1%
8	93	0.1%
9	78	0.1%

Value	Count	Frequency (%)
54	1	< 0.1%
32	1	< 0.1%
29	1	< 0.1%
26	1	< 0.1%
25	3	< 0.1%
23	2	< 0.1%
21	1	< 0.1%
20	2	< 0.1%
19	2	< 0.1%
18	2	< 0.1%

Late60_89
Real number (ℝ)

Skewed Zeros

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.24038667

Minimum	0
Maximum	98
Zeros	142396
Zeros (%)	94.9%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	98
Range	98
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.1551794
Coefficient of variation (CV)	17.285399
Kurtosis	545.68274
Mean	0.24038667
Median Absolute Deviation (MAD)	0
Skewness	23.331743
Sum	36058
Variance	17.265516
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	142396	94.9%
1	5731	3.8%
2	1118	0.7%
3	318	0.2%
98	264	0.2%
4	105	0.1%
5	34	< 0.1%
6	16	< 0.1%
7	9	< 0.1%
96	5	< 0.1%
Other values (3)	4	< 0.1%

Value	Count	Frequency (%)
0	142396	94.9%
1	5731	3.8%
2	1118	0.7%
3	318	0.2%
4	105	0.1%
5	34	< 0.1%
6	16	< 0.1%
7	9	< 0.1%
8	2	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
98	264	0.2%
96	5	< 0.1%
11	1	< 0.1%
9	1	< 0.1%
8	2	< 0.1%
7	9	< 0.1%
6	16	< 0.1%
5	34	< 0.1%
4	105	0.1%
3	318	0.2%

Dependents
Real number (ℝ)

Zeros

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.73741333

Minimum	0
Maximum	20
Zeros	90826
Zeros (%)	60.6%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	20
Range	20
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1070214
Coefficient of variation (CV)	1.5012224
Kurtosis	3.1370261
Mean	0.73741333
Median Absolute Deviation (MAD)	0
Skewness	1.6260588
Sum	110612
Variance	1.2254964
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	90826	60.6%
1	26316	17.5%
2	19522	13.0%
3	9483	6.3%
4	2862	1.9%
5	746	0.5%
6	158	0.1%
7	51	< 0.1%
8	24	< 0.1%
10	5	< 0.1%
Other values (3)	7	< 0.1%

Value	Count	Frequency (%)
0	90826	60.6%
1	26316	17.5%
2	19522	13.0%
3	9483	6.3%
4	2862	1.9%
5	746	0.5%
6	158	0.1%
7	51	< 0.1%
8	24	< 0.1%
9	5	< 0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
13	1	< 0.1%
10	5	< 0.1%
9	5	< 0.1%
8	24	< 0.1%
7	51	< 0.1%
6	158	0.1%
5	746	0.5%
4	2862	1.9%
3	9483	6.3%

	Age	DebtRatio	Dependents	Late30_59	Late60_89	Late90	MonthlyIncome	OpenCreditLines	RealEstateLoans	RevolvingUtilization	SeriousDlqin2yrs
Age	1.000	0.029	-0.232	-0.095	-0.085	-0.104	0.106	0.158	0.054	-0.278	0.116
DebtRatio	0.029	1.000	-0.060	0.038	0.001	-0.032	-0.094	0.227	0.400	0.077	0.000
Dependents	-0.232	-0.060	1.000	0.073	0.036	0.030	0.184	0.111	0.172	0.123	0.032
Late30_59	-0.095	0.038	0.073	1.000	0.280	0.253	-0.014	0.064	0.022	0.234	0.084
Late60_89	-0.085	0.001	0.036	0.280	1.000	0.321	-0.048	-0.048	-0.044	0.188	0.082
Late90	-0.104	-0.032	0.030	0.253	0.321	1.000	-0.079	-0.135	-0.101	0.238	0.085
MonthlyIncome	0.106	-0.094	0.184	-0.014	-0.048	-0.079	1.000	0.273	0.347	-0.065	0.000
OpenCreditLines	0.158	0.227	0.111	0.064	-0.048	-0.135	0.273	1.000	0.473	-0.087	0.049
RealEstateLoans	0.054	0.400	0.172	0.022	-0.044	-0.101	0.347	0.473	1.000	-0.027	0.033
RevolvingUtilization	-0.278	0.077	0.123	0.234	0.188	0.238	-0.065	-0.087	-0.027	1.000	0.000
SeriousDlqin2yrs	0.116	0.000	0.032	0.084	0.082	0.085	0.000	0.049	0.033	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	SeriousDlqin2yrs	RevolvingUtilization	Age	Late30_59	DebtRatio	MonthlyIncome	OpenCreditLines	Late90	RealEstateLoans	Dependents
0	1	0.766127	45	2	0.802982	9120.0	13	0	6	2.0
1	0	0.957151	40	0	0.121876	2600.0	4	0	0	1.0
2	0	0.658180	38	1	0.085113	3042.0	2	1	0	0.0
3	0	0.233810	30	0	0.036050	3300.0	5	0	0	0.0
4	0	0.907239	49	1	0.024926	63588.0	7	0	1	0.0
5	0	0.213179	74	0	0.375607	3500.0	3	0	1	1.0
6	0	0.305682	57	0	5710.000000	5400.0	8	0	3	0.0
7	0	0.754464	39	0	0.209940	3500.0	8	0	0	0.0
8	0	0.116951	27	0	46.000000	5400.0	2	0	0	0.0
9	0	0.189169	57	0	0.606291	23684.0	9	0	4	2.0

	RevolvingUtilization	Age	DebtRatio	MonthlyIncome	OpenCreditLines	RealEstateLoans	Dependents
149990	0.055518	46	0.609779	4335.0	7	1	2.0
149991	0.104112	59	0.477658	10316.0	10	2	0.0
149992	0.871976	50	4132.000000	5400.0	11	1	3.0
149993	1.000000	22	0.000000	820.0	1	0	0.0
149994	0.385742	50	0.404293	3400.0	7	0	0.0
149995	0.040674	74	0.225131	2100.0	4	1	0.0
149996	0.299745	44	0.716562	5584.0	4	1	2.0
149997	0.246044	58	3870.000000	5400.0	18	1	0.0
149998	0.000000	30	0.000000	5716.0	4	0	0.0
149999	0.850283	64	0.249908	8158.0	8	2	0.0

Most frequently occurring

	RevolvingUtilization	Age	Late30_59	MonthlyIncome	OpenCreditLines	Late90	Late60_89	# duplicates
210	1.0	22	98	5400.0	0	98	98	15
202	1.0	22	0	820.0	1	0	0	12
214	1.0	23	0	5400.0	0	0	0	10
5	0.0	22	0	820.0	2	0	0	8
198	1.0	21	98	5400.0	0	98	98	8
215	1.0	23	0	5400.0	1	0	0	8
256	1.0	37	0	5400.0	0	0	0	8
9	0.0	22	0	5400.0	1	0	0	7
16	0.0	23	0	5400.0	1	0	0	7
23	0.0	25	0	5400.0	1	0	0	7

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring